Visual Question Answering on Visual7w
91.73AccuracyQwen3-VL-235B
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Qwen3-VL-235BToken Retention Ratio=100%2026.05 | 91.73 | — | |
| InternVL3.5-38BRatio=100%, Backbone=InternVL3.5-38B2026.05 | 90.56 | — | |
| F3AToken Retention Ratio=60%2026.05 | 90.06 | — | |
| Qwen3-VL-32BToken Ratio=100%2026.05 | 90 | — | |
| F3AToken Retention Ratio=40%2026.05 | 89.44 | — | |
| CDPrunerToken Retention Ratio=60%2026.05 | 89.42 | — | |
| F3AToken Ratio=60%2026.05 | 88.86 | — | |
| CDPrunerRatio=60%, Backbone=InternVL3.5-38B2026.05 | 88.75 | — | |
| DivPruneRatio=60%, Backbone=InternVL3.5-38B2026.05 | 88.75 | — | |
| CDPrunerToken Ratio=60%2026.05 | 88.68 | — | |
| DivPruneToken Retention Ratio=60%2026.05 | 88.61 | — | |
| F3ARatio=60%, Backbone=InternVL3.5-38B2026.05 | 88.57 | — | |
| VisionZipToken Retention Ratio=60%2026.05 | 88.52 | — | |
| VisionZipRatio=60%, Backbone=InternVL3.5-38B2026.05 | 88.36 | — | |
| DivPruneToken Ratio=60%2026.05 | 88.02 | — | |
| VisionZipToken Ratio=60%2026.05 | 88.02 | — | |
| VisionZipToken Retention Ratio=40%2026.05 | 88.02 | — | |
| F3AToken Ratio=40%2026.05 | 87.82 | — | |
| InternVL3.5-8BRatio=100%, Backbone=InternVL3.5-8B2026.05 | 87.74 | — | |
| FastVToken Retention Ratio=60%2026.05 | 87.73 | — | |
| DivPruneToken Retention Ratio=40%2026.05 | 87.6 | — | |
| F3AToken Retention Ratio=20%2026.05 | 87.5 | — | |
| FastVRatio=60%, Backbone=InternVL3.5-38B2026.05 | 87.39 | — | |
| F3ARatio=40%, Backbone=InternVL3.5-38B2026.05 | 87.39 | — | |
| CDPrunerToken Retention Ratio=40%2026.05 | 87.36 | — | |
| CDPrunerToken Ratio=40%2026.05 | 87.32 | — | |
| FastVToken Retention Ratio=40%2026.05 | 87.12 | — | |
| CDPrunerRatio=40%, Backbone=InternVL3.5-38B2026.05 | 86.84 | — | |
| VisionZipToken Ratio=40%2026.05 | 86.74 | — | |
| VisionZipToken Retention Ratio=20%2026.05 | 86.74 | — | |
| Qwen2.5-VL-7BRatio=100%, Backbone=Qwen2.5-VL-7B2026.05 | 86.72 | — | |
| VisionZipRatio=40%, Backbone=InternVL3.5-38B2026.05 | 86.71 | — | |
| FastVToken Ratio=60%2026.05 | 86.62 | — | |
| VisionZipRatio=60%, Backbone=InternVL3.5-8B2026.05 | 86.62 | — | |
| F3ARatio=60%, Backbone=InternVL3.5-8B2026.05 | 86.62 | — | |
| DivPruneRatio=40%, Backbone=InternVL3.5-38B2026.05 | 86.58 | — | |
| CDPrunerToken Retention Ratio=20%2026.05 | 86.22 | — | |
| DivPruneToken Ratio=40%2026.05 | 86.16 | — | |
| Qwen3-VL-2BRatio=100%2026.05 | 86.1 | — | |
| CDPrunerRatio=60%2026.05 | 86.06 | — | |
| CDPrunerRatio=60%, Backbone=InternVL3.5-8B2026.05 | 86.06 | — | |
| VisionZipRatio=60%2026.05 | 86.04 | — | |
| FastVRatio=40%, Backbone=InternVL3.5-38B2026.05 | 86.03 | — | |
| VisionZipRatio=40%, Backbone=InternVL3.5-8B2026.05 | 85.98 | — | |
| DivPruneToken Retention Ratio=20%2026.05 | 85.98 | — | |
| FastVRatio=60%2026.05 | 85.84 | — | |
| F3ARatio=60%2026.05 | 85.76 | — | |
| F3ARatio=20%, Backbone=InternVL3.5-38B2026.05 | 85.58 | — | |
| DivPruneRatio=60%, Backbone=InternVL3.5-8B2026.05 | 85.55 | — | |
| F3ARatio=40%2026.05 | 85.52 | — | |
| DivPruneRatio=60%2026.05 | 85.4 | — | |
| F3ARatio=60%, Backbone=Qwen2.5-VL-7B2026.05 | 85.16 | — | |
| F3ARatio=40%, Backbone=InternVL3.5-8B2026.05 | 85.11 | — | |
| CDPrunerRatio=60%, Backbone=Qwen2.5-VL-7B2026.05 | 84.99 | — | |
| F3AToken Ratio=20%2026.05 | 84.88 | — | |
| VisionZipRatio=40%2026.05 | 84.84 | — | |
| DivPruneRatio=60%, Backbone=Qwen2.5-VL-7B2026.05 | 84.8 | — | |
| VisionZipRatio=60%, Backbone=Qwen2.5-VL-7B2026.05 | 84.8 | — | |
| CDPrunerRatio=40%2026.05 | 84.76 | — | |
| FastVRatio=60%, Backbone=InternVL3.5-8B2026.05 | 84.67 | — | |
| CDPrunerToken Ratio=20%2026.05 | 84.42 | — | |
| CDPrunerRatio=40%, Backbone=InternVL3.5-8B2026.05 | 84.24 | — | |
| CDPrunerRatio=40%, Backbone=Qwen2.5-VL-7B2026.05 | 84.12 | — | |
| F3ARatio=40%, Backbone=Qwen2.5-VL-7B2026.05 | 84.12 | — | |
| DivPruneRatio=40%2026.05 | 84.06 | — | |
| SAri-RFTbackbone=Qwen2-VL-7B2026.04 | 83.8 | — | |
| FastVRatio=60%, Backbone=Qwen2.5-VL-7B2026.05 | 83.68 | — | |
| DivPruneRatio=40%, Backbone=Qwen2.5-VL-7B2026.05 | 83.68 | — | |
| VisionZipRatio=40%, Backbone=Qwen2.5-VL-7B2026.05 | 83.68 | — | |
| VisionZipToken Ratio=20%2026.05 | 83.56 | — | |
| F3ARatio=20%2026.05 | 83.5 | — | |
| FastVToken Ratio=40%2026.05 | 83.44 | — | |
| VisionZipRatio=20%, Backbone=InternVL3.5-38B2026.05 | 83.37 | — | |
| DivPruneRatio=40%, Backbone=InternVL3.5-8B2026.05 | 83.27 | — | |
| FastVRatio=40%2026.05 | 83.16 | — | |
| DivPruneToken Ratio=20%2026.05 | 82.88 | — | |
| DivPruneRatio=20%, Backbone=InternVL3.5-38B2026.05 | 82.86 | — | |
| F3ARatio=20%, Backbone=Qwen2.5-VL-7B2026.05 | 82.82 | — | |
| FastVRatio=40%, Backbone=Qwen2.5-VL-7B2026.05 | 82.5 | — | |
| CDPrunerRatio=20%, Backbone=Qwen2.5-VL-7B2026.05 | 82.38 | — | |
| CDPrunerRatio=20%2026.05 | 82.34 | — | |
| CDPrunerRatio=20%, Backbone=InternVL3.5-38B2026.05 | 82.21 | — | |
| InternVL2.5-8B2026.04 | 82.2 | — | |
| Qwen2-VL-7B2026.04 | 82.1 | — | |
| Qwen2-VL-7B+SFTtuning=SFT2026.04 | 82.1 | — | |
| VisionZipRatio=20%, Backbone=Qwen2.5-VL-7B2026.05 | 81.95 | — | |
| F3ARatio=20%, Backbone=InternVL3.5-8B2026.05 | 81.95 | — | |
| FastVRatio=20%, Backbone=InternVL3.5-38B2026.05 | 81.69 | — | |
| DivPruneRatio=20%, Backbone=Qwen2.5-VL-7B2026.05 | 81.52 | — | |
| FastVRatio=40%, Backbone=InternVL3.5-8B2026.05 | 81.51 | — | |
| FastVToken Retention Ratio=20%2026.05 | 81.45 | — | |
| DivPruneRatio=20%2026.05 | 81.2 | — | |
| CDPrunerRatio=20%, Backbone=InternVL3.5-8B2026.05 | 80.74 | — | |
| VisionZipRatio=20%, Backbone=InternVL3.5-8B2026.05 | 80.48 | — | |
| DivPruneRatio=20%, Backbone=InternVL3.5-8B2026.05 | 80.28 | — | |
| FastVRatio=20%, Backbone=Qwen2.5-VL-7B2026.05 | 79.35 | — | |
| VisionZipRatio=20%2026.05 | 78.98 | — | |
| FastVToken Ratio=20%2026.05 | 78.52 | — | |
| FastVRatio=20%, Backbone=InternVL3.5-8B2026.05 | 77.21 | — | |
| FastVRatio=20%2026.05 | 75.58 | — |